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Exemplar-Based Image Colorization with A Learning Framework


Sep 13, 2022
Zhenfeng Xue, Jiandang Yang, Jie Ren, Yong Liu

* 17 pages, 12 figures 

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Color Image Edge Detection using Multi-scale and Multi-directional Gabor filter


Aug 16, 2022
Yunhong Li, Yuandong Bi, Weichuan Zhang, Jie Ren, Jinni Chen


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Proving Common Mechanisms Shared by Twelve Methods of Boosting Adversarial Transferability


Jul 24, 2022
Quanshi Zhang, Xin Wang, Jie Ren, Xu Cheng, Shuyun Lin, Yisen Wang, Xiangming Zhu


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Plex: Towards Reliability using Pretrained Large Model Extensions


Jul 15, 2022
Dustin Tran, Jeremiah Liu, Michael W. Dusenberry, Du Phan, Mark Collier, Jie Ren, Kehang Han, Zi Wang, Zelda Mariet, Huiyi Hu, Neil Band, Tim G. J. Rudner, Karan Singhal, Zachary Nado, Joost van Amersfoort, Andreas Kirsch, Rodolphe Jenatton, Nithum Thain, Honglin Yuan, Kelly Buchanan, Kevin Murphy, D. Sculley, Yarin Gal, Zoubin Ghahramani, Jasper Snoek, Balaji Lakshminarayanan

* Code available at https://goo.gle/plex-code 

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Defense Against Gradient Leakage Attacks via Learning to Obscure Data


Jun 01, 2022
Yuxuan Wan, Han Xu, Xiaorui Liu, Jie Ren, Wenqi Fan, Jiliang Tang

* 13 pages, 2 figures 

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Why Adversarial Training of ReLU Networks Is Difficult?


May 30, 2022
Xu Cheng, Hao Zhang, Yue Xin, Wen Shen, Jie Ren, Quanshi Zhang


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Pluralistic Image Completion with Probabilistic Mixture-of-Experts


May 18, 2022
Xiaobo Xia, Wenhao Yang, Jie Ren, Yewen Li, Yibing Zhan, Bo Han, Tongliang Liu


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Towards Theoretical Analysis of Transformation Complexity of ReLU DNNs


May 04, 2022
Jie Ren, Mingjie Li, Meng Zhou, Shih-Han Chan, Quanshi Zhang


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A Simple Approach to Improve Single-Model Deep Uncertainty via Distance-Awareness


May 01, 2022
Jeremiah Zhe Liu, Shreyas Padhy, Jie Ren, Zi Lin, Yeming Wen, Ghassen Jerfel, Zack Nado, Jasper Snoek, Dustin Tran, Balaji Lakshminarayanan

* arXiv admin note: text overlap with arXiv:2006.10108 

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Exploring the Impact of Negative Samples of Contrastive Learning: A Case Study of Sentence Embedding


Mar 16, 2022
Rui Cao, Yihao Wang, Yuxin Liang, Ling Gao, Jie Zheng, Jie Ren, Zheng Wang

* 16 pages, 13 figures, accepted to appear in the Findings of ACL 2022 

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